Model comparison

Grok 4.20 (Non-Reasoning) vs Qwen3.8 Max

Qwen3.8 Max is the stronger model overall, scoring 56.0 to 48.5 on the Noometry Index. Grok 4.20 (Non-Reasoning) costs 1.9× less per token, which makes it the better buy when Qwen3.8 Max's lead doesn't matter for your workload.

Last verified . 31 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.5

Rank #48 Confirmed

Qwen3.8 Max Alibaba (Qwen)

56.0

Rank #21 Confirmed

Summary

  • They share 31 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) scores higher in 0 categories and Qwen3.8 Max in 10 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Qwen3.8 Max leads 73.1 to 48.0.
  • The biggest single-benchmark swing is ProofBench: 14% for Grok 4.20 (Non-Reasoning) and 58% for Qwen3.8 Max.
  • Grok 4.20 (Non-Reasoning) is cheaper at $1.25 / $2.50 per million input/output tokens, against $2 / $6 for Qwen3.8 Max.

Side by side

Grok 4.20 (Non-Reasoning) and Qwen3.8 Max specifications
Grok 4.20 (Non-Reasoning)Qwen3.8 Max
ProviderxAIAlibaba (Qwen)
Noometry Index48.556.0
Released2026-02-172026-08-02
WeightsProprietaryProprietary
Context window1M1M
Max output30K131K
Input $ / M tokens$1.25$2
Output $ / M tokens$2.50$6
Results tracked4638

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Category by category

Coding Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 41.8 (#104), Qwen3.8 Max: 52.3 (#30)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena WebDev13741671
LMArena Coding14581499
DeepSWE—57.5%
FrontierSWE—15.8%
SciCode—52.9%
WeirdML52.3%—
ALE-Bench1,150—

Agentic & Tool Use Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 34.3 (#43), Qwen3.8 Max: 42.6 (#17)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
τ²-bench Banking18%55.1%
Terminal-Bench57.3%—
GDP.pdf—23.2%
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 52.2 (#30), Qwen3.8 Max: 53.4 (#26)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
NYT Connections (extended)85.4%88.3%
Chess Puzzles24%40%
LMArena Hard Prompts14511493
DTBench90.1%92%
LMCA38.7%46.2%
Epoch Capabilities Index152.01156.69
ARC-AGI-265.1%—
Kagi LLM Benchmark75%—
ARC-AGI-189.5%—
CritPt—20%
Thematic Generalization63.8%—
Mystery Game Puzzles—38%
ForecastBench61.4—

Math Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 48.0 (#54), Qwen3.8 Max: 73.1 (#15)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
FrontierMath (Tiers 1-3)44.9%74.7%
FrontierMath Tier 417.1%46.3%
OTIS Mock AIME 2024-202592.2%100%
ProofBench14%58%
LMArena Math14551498

Knowledge Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 52.8 (#54), Qwen3.8 Max: 61.7 (#25)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
GPQA Diamond89.3%92.7%
SimpleQA Verified30.2%47.3%
LMArena Expert14401504

Multimodal Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 33.2 (#88), Qwen3.8 Max: 36.9 (#70)

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Vision12631314
Blueprint-Bench 20%—
Furniture Assembly—20%
LMArena Document1416—

Multilingual Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 54.7 (#38), Qwen3.8 Max: 56.6 (#18)

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Non-English14401468
LMArena Chinese14811537
LMArena French14771502
LMArena German14631489
LMArena Japanese14501466
LMArena Korean14171467
LMArena Russian14571478
LMArena Spanish14421495

Instruction Following Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 75.0 (#79), Qwen3.8 Max: 77.7 (#19)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Instruction Following14201478

Long Context Too close to call

Grok 4.20 (Non-Reasoning): 45.4 (#33), Qwen3.8 Max: 45.5 (#30)

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Longer Query14361486
CL-bench22.2%—
CL-bench Life11.9%—

Writing & Preference Qwen3.8 Max leads

Grok 4.20 (Non-Reasoning): 65.9 (#42), Qwen3.8 Max: 67.0 (#31)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Qwen3.8 Max
LMArena Text14511480
LMArena Creative Writing14391478
LMArena Multi-Turn14561487
EQ-Bench Creative Writing1574—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Qwen3.8 Max?

Qwen3.8 Max is the stronger model overall, scoring 56.0 to 48.5 on the Noometry Index. Grok 4.20 (Non-Reasoning) costs 1.9× less per token, which makes it the better buy when Qwen3.8 Max's lead doesn't matter for your workload.

Which is cheaper, Grok 4.20 (Non-Reasoning) or Qwen3.8 Max?

Grok 4.20 (Non-Reasoning) is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Qwen3.8 Max lists at $2 and $6.

Is Grok 4.20 (Non-Reasoning) or Qwen3.8 Max better for coding?

Qwen3.8 Max scores higher on coding benchmarks: 52.3 versus 41.8 in the Noometry coding category.

Which has the bigger context window?

Both accept 1M tokens.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Qwen3.8 Max share?

31 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Qwen3.8 Max has 38.

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